{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = [12, 12]\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n",
    "from mpl_toolkits.axes_grid1.inset_locator import mark_inset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mish_acc = np.load('mish_caltechc256_shufflenetv2x1_acc.npz')\n",
    "mish_loss = np.load('mish_caltechc256_shufflenetv2x1_loss.npz')\n",
    "swish_acc = np.load('swish_caltechc256_shufflenetv2x1_acc.npz')\n",
    "swish_loss = np.load('swish_caltechc256_shufflenetv2x1_loss.npz')\n",
    "relu_acc = np.load('relu_caltechc256_shufflenetv2x1_acc.npz')\n",
    "relu_loss = np.load('relu_caltechc256_shufflenetv2x1_loss.npz')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x\n",
      "[0.080396   0.15320387 0.25516754 0.34729928 0.43359715 0.4965459\n",
      " 0.55088663 0.59100306 0.62211704 0.65125924 0.6707191  0.69693756\n",
      " 0.7066471  0.73199517 0.74333656]\n",
      "y\n",
      "[0.12605867 0.22931586 0.35570058 0.45472315 0.5241041  0.5628664\n",
      " 0.61042345 0.63615644 0.6485343  0.66644955 0.67231256 0.67980474\n",
      " 0.6863192  0.6934853  0.6990227 ]\n"
     ]
    }
   ],
   "source": [
    "lst = mish_acc.files\n",
    "for item in lst:\n",
    "    print(item)\n",
    "    print(mish_acc[item])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.080396  , 0.15320387, 0.25516754, 0.34729928, 0.43359715,\n",
       "       0.4965459 , 0.55088663, 0.59100306, 0.62211704, 0.65125924,\n",
       "       0.6707191 , 0.69693756, 0.7066471 , 0.73199517, 0.74333656],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mish_acc['x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,10))\n",
    "ax = fig.add_subplot(121)\n",
    "plt.plot(mish_acc['x'], 'r', label= \"Training Accuracy (Mish)\")\n",
    "plt.plot(swish_acc['x'], 'b', label= \"Training Accuracy (Swish)\")\n",
    "plt.plot(relu_acc['x'], 'g', label= \"Training Accuracy (ReLU)\")\n",
    "plt.plot(mish_acc['y'], 'r--', label= \"Test Accuracy (Mish)\")\n",
    "plt.plot(swish_acc['y'], 'b--', label= \"Test Accuracy (Swish)\")\n",
    "plt.plot(relu_acc['y'], 'g--', label= \"Test Accuracy (ReLU)\")\n",
    "ax.legend(loc='best', fontsize=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax.title.set_text('Accuracy Stats')\n",
    "ax.title.set_fontsize(20)\n",
    "ax.grid()\n",
    "ax2=fig.add_subplot(122)\n",
    "plt.plot(mish_loss['x'], 'r', label= \"Training Loss (Mish)\")\n",
    "plt.plot(swish_loss['x'], 'b', label= \"Training Loss (Swish)\")\n",
    "plt.plot(relu_loss['x'], 'g', label= \"Training Loss (ReLU)\")\n",
    "plt.plot(mish_loss['y'], 'r--', label= \"Test Loss (Mish)\")\n",
    "plt.plot(swish_loss['y'], 'b--', label= \"Test Loss (Swish)\")\n",
    "plt.plot(relu_loss['y'], 'g--', label= \"Test Loss (ReLU)\")\n",
    "ax2.legend(loc='best', fontsize=15)\n",
    "ax2.tick_params(axis='both', which='major', labelsize=15)\n",
    "ax2.title.set_text('Loss Stats')\n",
    "ax2.title.set_fontsize(20)\n",
    "ax2.grid()\n",
    "plt.savefig(\"shufflev2c256.png\", bbox_inches = 'tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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